{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Change map classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3d4b89884e2f42a1aad32f985f05bd5f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(basemap={'url': 'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', 'max_zoom': 19, 'attribution': 'Map …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "41c9bf17809c439daa397dc7cf969f5f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(Textarea(value='Algorithm output', layout=Layout(width='99%'), rows=4), HBox(children=(Text(val…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from auxil.eeSar_seq import run\n",
    "run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import ee\n",
    "ee.Initialize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['T20170423_2', 'T20170505_3', 'T20170517_4', 'T20170529_5', 'T20170610_6', 'T20170622_7', 'T20170716_8', 'T20170728_9', 'T20170809_10', 'T20170821_11', 'T20170902_12', 'T20170914_13', 'T20170926_14', 'T20171008_15', 'T20171020_16', 'landcover']\n"
     ]
    }
   ],
   "source": [
    "# create a labeled change map using AAFC/ACI for 2017 near Regina\n",
    "bmap = ee.Image('users/mortcanty/reginasmall2017') \\\n",
    "           .select(ee.List.sequence(3,17))\n",
    "crop2017 = ee.ImageCollection('AAFC/ACI') \\\n",
    "    .filter(ee.Filter.date('2017-01-01', '2017-12-31')) \\\n",
    "    .first() \\\n",
    "    .clip(bmap.geometry())\n",
    "labeled_bmap = ee.Image.cat(bmap,crop2017)\n",
    "\n",
    "print( labeled_bmap.bandNames().getInfo() )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exporting labeled bmap to users/mortcanty/labeled_bmap\n",
      " task id: SWQ362K55KMXRRYJ5X4I3LKQ\n"
     ]
    }
   ],
   "source": [
    "# export to GEE for inspection\n",
    "assexport = ee.batch.Export.image.toAsset(labeled_bmap,\n",
    "                  description='assetExportTask', \n",
    "                  assetId='users/mortcanty/labeled_bmap',scale=10,maxPixels=1e9)\n",
    "print('Exporting labeled bmap to %s\\n task id: %s'%('users/mortcanty/labeled_bmap',str(assexport.id)))\n",
    "assexport.start()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exporting labeled bmap to users/mortcanty/labeled_bmap\n",
      " task id: EQR5VT7HAYFWY6FTTPQHNDBS\n"
     ]
    }
   ],
   "source": [
    "# export to drive for downloading\n",
    "drexport = ee.batch.Export.image.toDrive(labeled_bmap,\n",
    "                  description='driveExportTask', \n",
    "                  folder = 'EarthEngineImages',\n",
    "                  fileNamePrefix='labeled_bmap',scale=10,maxPixels=1e9)\n",
    "print('Exporting labeled bmap to %s\\n task id: %s'%('EarthEngineImages/labeled_bmap',str(drexport.id)))\n",
    "drexport.start()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "labeled_bmap.tif  labels.tif\r\n"
     ]
    }
   ],
   "source": [
    "!ls myimagery/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run scripts/dispms -f myimagery/labeled_bmap.tif -p [16,16,16] -e 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "993225\n"
     ]
    }
   ],
   "source": [
    "from osgeo import gdal\n",
    "from osgeo.gdalconst import GA_ReadOnly, GDT_Byte\n",
    "import numpy as np\n",
    "\n",
    "gdal.AllRegister()                   \n",
    "inDataset = gdal.Open('myimagery/labeled_bmap.tif',GA_ReadOnly)\n",
    "cols = inDataset.RasterXSize\n",
    "rows = inDataset.RasterYSize    \n",
    "bands = inDataset.RasterCount\n",
    "labeled_bmap = np.zeros((rows*cols,bands))                              \n",
    "for b in range(bands):\n",
    "    band = inDataset.GetRasterBand(b+1)\n",
    "    labeled_bmap[:,b]=band.ReadAsArray(0,0,cols,rows).ravel()\n",
    "driver = inDataset.GetDriver()     \n",
    "inDataset = None\n",
    "m = labeled_bmap.shape[0]\n",
    "print(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.0, 20.0, 30.0, 34.0, 80.0, 110.0, 122.0, 133.0, 146.0, 153.0, 154.0, 158.0, 174.0, 196.0, 220.0]\n"
     ]
    }
   ],
   "source": [
    "classnums = list(set(labeled_bmap[:,15]))\n",
    "classnums.sort()\n",
    "print(classnums)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9\n",
      "  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9 12 12 12 12 12 12 12 12 12\n",
      " 12 12]\n",
      "{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14}\n"
     ]
    }
   ],
   "source": [
    "i=0\n",
    "labels = labeled_bmap[:,15]\n",
    "for c in classnums:\n",
    "    labels = np.where(labels==c,i,labels)\n",
    "    i += 1  \n",
    "labels = np.array(labels,dtype=np.uint8)    \n",
    "print(labels[1000:1050])\n",
    "print(set(labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "classnames = \"['nc','water','barren','urban','wetland','grassland','pasture','barley','spring wheat','rapeseed','flax','soybeans','lentils','canaryseed','broadleaf']\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "outDataset = driver.Create('myimagery/labels.tif',cols,rows,1,GDT_Byte)\n",
    "outBand = outDataset.GetRasterBand(1)\n",
    "outBand.WriteArray(np.reshape(labels,(rows,cols)))\n",
    "outBand.FlushCache()\n",
    "outDataset = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 9  9 12  8 10]\n",
      "[[0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "# random subset for training\n",
    "n = 100000\n",
    "idx = np.random.permutation(m)[0:n]\n",
    "# training vectors normalized -1 to 1 \n",
    "Xs = labeled_bmap[idx,0:15]\n",
    "Xs = Xs/3.0\n",
    "# one hot encoded class labels\n",
    "Ls = np.array(labels[idx],dtype=np.int)\n",
    "print(Ls[0:5])\n",
    "ls = np.zeros((n,15))\n",
    "for i in range(n):\n",
    "    ls[i,Ls[i]]=1.0\n",
    "print(ls[0:5,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time: 337.10032057762146\n"
     ]
    }
   ],
   "source": [
    "import auxil.dnn as dnn\n",
    "import time\n",
    "\n",
    "start = time.time()\n",
    "classifier = dnn.Dnn(Xs,ls,[10,10,10])\n",
    "classifier.train()\n",
    "print('time: %s'%str(time.time()-start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.41753"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.test(Xs,ls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cls,Ms = classifier.classify(labeled_bmap[:,0:15]/3.0)                       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "outDataset = driver.Create('myimagery/class.tif',cols,rows,1,GDT_Byte)\n",
    "outBand = outDataset.GetRasterBand(1)\n",
    "outBand.WriteArray(np.reshape(cls,(rows,cols)))\n",
    "outBand.FlushCache()\n",
    "outDataset = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run scripts/dispms -f myimagery/labels.tif -c -r \"['nc','water','barren','urban','wetland','grassland','pasture','barley','spring wheat','rapeseed','flax','soybeans','lentils','canaryseed','broadleaf']\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run scripts/dispms -f myimagery/labels.tif -c -F myimagery/class.tif -C -s 'myimagery/compare.png'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
